Dataset statistics
| Number of variables | 70 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 147 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.5 MiB |
| Average record size in memory | 526.2 B |
Variable types
| CAT | 25 |
|---|---|
| NUM | 22 |
| BOOL | 22 |
| UNSUPPORTED | 1 |
VoiceLastMonth has a high cardinality: 866 distinct values | High cardinality |
VoiceOverTenure has a high cardinality: 4438 distinct values | High cardinality |
EquipmentLastMonth has a high cardinality: 735 distinct values | High cardinality |
DataLastMonth has a high cardinality: 746 distinct values | High cardinality |
DataOverTenure has a high cardinality: 1328 distinct values | High cardinality |
PhoneCoTenure is highly correlated with CardTenure | High correlation |
CardTenure is highly correlated with PhoneCoTenure | High correlation |
LoanDefault_num is highly correlated with LoanDefault | High correlation |
LoanDefault is highly correlated with LoanDefault_num | High correlation |
HomeOwner2 is highly correlated with HomeOwner | High correlation |
HomeOwner is highly correlated with HomeOwner2 | High correlation |
Gender_num is highly correlated with Gender | High correlation |
Gender is highly correlated with Gender_num | High correlation |
LoanDefault_num is highly correlated with LoanDefault | High correlation |
LoanDefault is highly correlated with LoanDefault_num | High correlation |
VoiceOverTenure is uniformly distributed | Uniform |
CustomerID has unique values | Unique |
Internet is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
EmploymentLength has 659 (13.2%) zeros | Zeros |
NumberPets has 1529 (30.6%) zeros | Zeros |
NumberCats has 3408 (68.2%) zeros | Zeros |
NumberDogs has 3755 (75.1%) zeros | Zeros |
NumberBirds has 4664 (93.3%) zeros | Zeros |
CarsOwned has 497 (9.9%) zeros | Zeros |
CardTenure has 91 (1.8%) zeros | Zeros |
EquipmentOverTenure has 3296 (65.9%) zeros | Zeros |
TVWatchingHours has 85 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-17 12:03:30.027894 |
|---|---|
| Analysis finished | 2021-12-17 12:05:02.573465 |
| Duration | 1 minute and 32.55 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 5000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| 9999-EGLHVE-19G | 1 |
|---|---|
| 9108-FHQQBK-LAH | 1 |
| 5252-VCMHWS-YAY | 1 |
| 4603-GZODHR-TEP | 1 |
| 9271-QHXIJE-VVI | 1 |
| Other values (4995) |
| Value | Count | Frequency (%) | |
| 9999-EGLHVE-19G | 1 | < 0.1% | |
| 9108-FHQQBK-LAH | 1 | < 0.1% | |
| 5252-VCMHWS-YAY | 1 | < 0.1% | |
| 4603-GZODHR-TEP | 1 | < 0.1% | |
| 9271-QHXIJE-VVI | 1 | < 0.1% | |
| 4306-FUNUCR-5M6 | 1 | < 0.1% | |
| 1967-XURQTC-517 | 1 | < 0.1% | |
| 4119-CVVRLR-GX5 | 1 | < 0.1% | |
| 6354-FYYPEI-BS2 | 1 | < 0.1% | |
| 2665-KYMUNB-XHA | 1 | < 0.1% | |
| Other values (4990) | 4990 | 99.8% |
Unique
| Unique | 5000 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Region
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0014 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.421760289 |
|---|---|
| Coefficient of variation (CV) | 0.4736990369 |
| Kurtosis | -1.308981878 |
| Mean | 3.0014 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.005052460523 |
| Sum | 15007 |
| Variance | 2.02140232 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5 | 1027 | 20.5% | |
| 1 | 1009 | 20.2% | |
| 3 | 1003 | 20.1% | |
| 2 | 995 | 19.9% | |
| 4 | 966 | 19.3% |
| Value | Count | Frequency (%) | |
| 1 | 1009 | 20.2% | |
| 2 | 995 | 19.9% | |
| 3 | 1003 | 20.1% | |
| 4 | 966 | 19.3% | |
| 5 | 1027 | 20.5% |
| Value | Count | Frequency (%) | |
| 5 | 1027 | 20.5% | |
| 4 | 966 | 19.3% | |
| 3 | 1003 | 20.1% | |
| 2 | 995 | 19.9% | |
| 1 | 1009 | 20.2% |
TownSize
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
| Value | Count | Frequency (%) | |
| 1 | 1436 | 28.7% | |
| 2 | 1048 | 21.0% | |
| 3 | 907 | 18.1% | |
| 4 | 857 | 17.1% | |
| 5 | 750 | 15.0% | |
| #NULL! | 2 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.002 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | 0.7% |
| Memory size | 39.1 KiB |
| Female | |
|---|---|
| Male |
| Value | Count | Frequency (%) | |
| Female | 2494 | 49.9% | |
| Male | 2473 | 49.5% | |
| (Missing) | 33 | 0.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.991 |
| Min length | 3 |
Age
Real number (ℝ≥0)
| Distinct | 62 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.0256 |
|---|---|
| Minimum | 18 |
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| median | 47 |
| Q3 | 62 |
| 95-th percentile | 76 |
| Maximum | 79 |
| Range | 61 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 17.77033769 |
|---|---|
| Coefficient of variation (CV) | 0.3778864638 |
| Kurtosis | -1.187029996 |
| Mean | 47.0256 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.09076008705 |
| Sum | 235128 |
| Variance | 315.7849016 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 18 | 106 | 2.1% | |
| 35 | 102 | 2.0% | |
| 37 | 98 | 2.0% | |
| 24 | 97 | 1.9% | |
| 63 | 95 | 1.9% | |
| 21 | 95 | 1.9% | |
| 31 | 94 | 1.9% | |
| 57 | 93 | 1.9% | |
| 25 | 93 | 1.9% | |
| 36 | 92 | 1.8% | |
| Other values (52) | 4035 | 80.7% |
| Value | Count | Frequency (%) | |
| 18 | 106 | 2.1% | |
| 19 | 78 | 1.6% | |
| 20 | 80 | 1.6% | |
| 21 | 95 | 1.9% | |
| 22 | 82 | 1.6% |
| Value | Count | Frequency (%) | |
| 79 | 73 | 1.5% | |
| 78 | 70 | 1.4% | |
| 77 | 71 | 1.4% | |
| 76 | 58 | 1.2% | |
| 75 | 74 | 1.5% |
EducationYears
Real number (ℝ≥0)
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.543 |
|---|---|
| Minimum | 6 |
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 12 |
| median | 14 |
| Q3 | 17 |
| 95-th percentile | 20 |
| Maximum | 23 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.281082763 |
|---|---|
| Coefficient of variation (CV) | 0.2256125121 |
| Kurtosis | -0.6070629191 |
| Mean | 14.543 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.003733520921 |
| Sum | 72715 |
| Variance | 10.7655041 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 14 | 569 | 11.4% | |
| 15 | 536 | 10.7% | |
| 13 | 531 | 10.6% | |
| 16 | 486 | 9.7% | |
| 12 | 467 | 9.3% | |
| 17 | 454 | 9.1% | |
| 11 | 362 | 7.2% | |
| 18 | 349 | 7.0% | |
| 19 | 308 | 6.2% | |
| 10 | 260 | 5.2% | |
| Other values (8) | 678 | 13.6% |
| Value | Count | Frequency (%) | |
| 6 | 8 | 0.2% | |
| 7 | 31 | 0.6% | |
| 8 | 107 | 2.1% | |
| 9 | 178 | 3.6% | |
| 10 | 260 | 5.2% |
| Value | Count | Frequency (%) | |
| 23 | 4 | 0.1% | |
| 22 | 33 | 0.7% | |
| 21 | 111 | 2.2% | |
| 20 | 206 | 4.1% | |
| 19 | 308 | 6.2% |
JobCategory
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| Sales | |
|---|---|
| Professional | |
| Labor | |
| Service | |
| Crafts |
| Value | Count | Frequency (%) | |
| Sales | 1650 | 33.0% | |
| Professional | 1380 | 27.6% | |
| Labor | 686 | 13.7% | |
| Service | 620 | 12.4% | |
| Crafts | 452 | 9.0% | |
| Agriculture | 212 | 4.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 12 |
|---|---|
| Median length | 6 |
| Mean length | 7.5248 |
| Min length | 5 |
UnionMember
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 4244 | 84.9% | |
| Yes | 756 | 15.1% |
| Distinct | 52 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.7304 |
|---|---|
| Minimum | 0 |
| Maximum | 52 |
| Zeros | 659 |
| Zeros (%) | 13.2% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 7 |
| Q3 | 15 |
| 95-th percentile | 31 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.690928679 |
|---|---|
| Coefficient of variation (CV) | 0.9959435048 |
| Kurtosis | 1.052865428 |
| Mean | 9.7304 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.251917702 |
| Sum | 48652 |
| Variance | 93.91409866 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 659 | 13.2% | |
| 1 | 389 | 7.8% | |
| 2 | 318 | 6.4% | |
| 3 | 309 | 6.2% | |
| 4 | 293 | 5.9% | |
| 5 | 260 | 5.2% | |
| 6 | 250 | 5.0% | |
| 7 | 191 | 3.8% | |
| 8 | 187 | 3.7% | |
| 11 | 184 | 3.7% | |
| Other values (42) | 1960 | 39.2% |
| Value | Count | Frequency (%) | |
| 0 | 659 | 13.2% | |
| 1 | 389 | 7.8% | |
| 2 | 318 | 6.4% | |
| 3 | 309 | 6.2% | |
| 4 | 293 | 5.9% |
| Value | Count | Frequency (%) | |
| 52 | 1 | < 0.1% | |
| 51 | 1 | < 0.1% | |
| 49 | 1 | < 0.1% | |
| 48 | 1 | < 0.1% | |
| 47 | 1 | < 0.1% |
Retired
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 4262 | 85.2% | |
| Yes | 738 | 14.8% |
HHIncome
Real number (ℝ≥0)
| Distinct | 266 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54759.6 |
|---|---|
| Minimum | 9000 |
| Maximum | 1073000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 9000 |
|---|---|
| 5-th percentile | 13000 |
| Q1 | 24000 |
| median | 38000 |
| Q3 | 67000 |
| 95-th percentile | 147000 |
| Maximum | 1073000 |
| Range | 1064000 |
| Interquartile range (IQR) | 43000 |
Descriptive statistics
| Standard deviation | 55377.51115 |
|---|---|
| Coefficient of variation (CV) | 1.01128407 |
| Kurtosis | 57.07703653 |
| Mean | 54759.6 |
| Median Absolute Deviation (MAD) | 18000 |
| Skewness | 5.179216362 |
| Sum | 273798000 |
| Variance | 3066668742 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 22000 | 112 | 2.2% | |
| 29000 | 109 | 2.2% | |
| 25000 | 108 | 2.2% | |
| 30000 | 102 | 2.0% | |
| 20000 | 102 | 2.0% | |
| 18000 | 100 | 2.0% | |
| 23000 | 100 | 2.0% | |
| 24000 | 99 | 2.0% | |
| 32000 | 93 | 1.9% | |
| 21000 | 91 | 1.8% | |
| Other values (256) | 3984 | 79.7% |
| Value | Count | Frequency (%) | |
| 9000 | 83 | 1.7% | |
| 10000 | 55 | 1.1% | |
| 11000 | 57 | 1.1% | |
| 12000 | 52 | 1.0% | |
| 13000 | 56 | 1.1% |
| Value | Count | Frequency (%) | |
| 1073000 | 1 | < 0.1% | |
| 995000 | 1 | < 0.1% | |
| 780000 | 1 | < 0.1% | |
| 642000 | 1 | < 0.1% | |
| 575000 | 1 | < 0.1% |
DebtToIncomeRatio
Real number (ℝ≥0)
| Distinct | 325 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.95416 |
|---|---|
| Minimum | 0 |
| Maximum | 43.1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 5.1 |
| median | 8.8 |
| Q3 | 13.6 |
| 95-th percentile | 22.2 |
| Maximum | 43.1 |
| Range | 43.1 |
| Interquartile range (IQR) | 8.5 |
Descriptive statistics
| Standard deviation | 6.399783288 |
|---|---|
| Coefficient of variation (CV) | 0.6429254993 |
| Kurtosis | 1.37645844 |
| Mean | 9.95416 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.061933558 |
| Sum | 49770.8 |
| Variance | 40.95722614 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7 | 48 | 1.0% | |
| 4.1 | 46 | 0.9% | |
| 6.9 | 46 | 0.9% | |
| 5.4 | 45 | 0.9% | |
| 4.4 | 42 | 0.8% | |
| 6.6 | 42 | 0.8% | |
| 7.3 | 41 | 0.8% | |
| 5.9 | 39 | 0.8% | |
| 11.3 | 39 | 0.8% | |
| 9.6 | 38 | 0.8% | |
| Other values (315) | 4574 | 91.5% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.1 | 6 | 0.1% | |
| 0.2 | 2 | < 0.1% | |
| 0.3 | 5 | 0.1% | |
| 0.4 | 6 | 0.1% |
| Value | Count | Frequency (%) | |
| 43.1 | 1 | < 0.1% | |
| 41.7 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 40.7 | 1 | < 0.1% | |
| 38.2 | 1 | < 0.1% |
CreditDebt
Real number (ℝ≥0)
| Distinct | 4902 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.857325646 |
|---|---|
| Minimum | 0 |
| Maximum | 109.072596 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.101088 |
| Q1 | 0.3855195 |
| median | 0.926437 |
| Q3 | 2.06382 |
| 95-th percentile | 6.3730104 |
| Maximum | 109.072596 |
| Range | 109.072596 |
| Interquartile range (IQR) | 1.6783005 |
Descriptive statistics
| Standard deviation | 3.41573197 |
|---|---|
| Coefficient of variation (CV) | 1.839059283 |
| Kurtosis | 248.5334273 |
| Mean | 1.857325646 |
| Median Absolute Deviation (MAD) | 0.6517005 |
| Skewness | 11.12004134 |
| Sum | 9286.628229 |
| Variance | 11.66722489 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.6048 | 4 | 0.1% | |
| 1.09032 | 3 | 0.1% | |
| 0.760032 | 2 | < 0.1% | |
| 0.87912 | 2 | < 0.1% | |
| 1.344 | 2 | < 0.1% | |
| 0.08151 | 2 | < 0.1% | |
| 0.219232 | 2 | < 0.1% | |
| 1.35828 | 2 | < 0.1% | |
| 0.21021 | 2 | < 0.1% | |
| 0.9275 | 2 | < 0.1% | |
| Other values (4892) | 4977 | 99.5% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.001364 | 1 | < 0.1% | |
| 0.00341 | 1 | < 0.1% | |
| 0.00494 | 1 | < 0.1% | |
| 0.006344 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 109.072596 | 1 | < 0.1% | |
| 67.49085 | 1 | < 0.1% | |
| 48.704524 | 1 | < 0.1% | |
| 44.24556 | 1 | < 0.1% | |
| 42.0985 | 1 | < 0.1% |
OtherDebt
Real number (ℝ≥0)
| Distinct | 4947 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.654460154 |
|---|---|
| Minimum | 0 |
| Maximum | 141.45915 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2876923 |
| Q1 | 0.9803015 |
| median | 2.09854 |
| Q3 | 4.31478 |
| 95-th percentile | 11.8159808 |
| Maximum | 141.45915 |
| Range | 141.45915 |
| Interquartile range (IQR) | 3.3344785 |
Descriptive statistics
| Standard deviation | 5.395171563 |
|---|---|
| Coefficient of variation (CV) | 1.476325185 |
| Kurtosis | 125.1452338 |
| Mean | 3.654460154 |
| Median Absolute Deviation (MAD) | 1.3518535 |
| Skewness | 7.589924316 |
| Sum | 18272.30077 |
| Variance | 29.10787619 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1.112832 | 3 | 0.1% | |
| 0.972972 | 3 | 0.1% | |
| 0.525096 | 2 | < 0.1% | |
| 0.9024 | 2 | < 0.1% | |
| 3.83824 | 2 | < 0.1% | |
| 1.84548 | 2 | < 0.1% | |
| 1.131624 | 2 | < 0.1% | |
| 1.52388 | 2 | < 0.1% | |
| 0.75888 | 2 | < 0.1% | |
| 2.115072 | 2 | < 0.1% | |
| Other values (4937) | 4978 | 99.6% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.016704 | 1 | < 0.1% | |
| 0.020636 | 1 | < 0.1% | |
| 0.02121 | 1 | < 0.1% | |
| 0.022406 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 141.45915 | 1 | < 0.1% | |
| 102.308404 | 1 | < 0.1% | |
| 66.9279 | 1 | < 0.1% | |
| 59.910192 | 1 | < 0.1% | |
| 59.37624 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| 2 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 3829 | 76.6% | |
| 1 | 1171 | 23.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
MaritalStatus
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| 2 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 2599 | 52.0% | |
| 1 | 2401 | 48.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
HouseholdSize
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2004 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.391627524 |
|---|---|
| Coefficient of variation (CV) | 0.6324429758 |
| Kurtosis | 1.021904688 |
| Mean | 2.2004 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.231984407 |
| Sum | 11002 |
| Variance | 1.936627165 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 2040 | 40.8% | |
| 2 | 1466 | 29.3% | |
| 3 | 552 | 11.0% | |
| 4 | 520 | 10.4% | |
| 5 | 287 | 5.7% | |
| 6 | 97 | 1.9% | |
| 7 | 29 | 0.6% | |
| 8 | 7 | 0.1% | |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2040 | 40.8% | |
| 2 | 1466 | 29.3% | |
| 3 | 552 | 11.0% | |
| 4 | 520 | 10.4% | |
| 5 | 287 | 5.7% |
| Value | Count | Frequency (%) | |
| 9 | 2 | < 0.1% | |
| 8 | 7 | 0.1% | |
| 7 | 29 | 0.6% | |
| 6 | 97 | 1.9% | |
| 5 | 287 | 5.7% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 6 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.066680016 |
|---|---|
| Minimum | 0 |
| Maximum | 21 |
| Zeros | 1529 |
| Zeros (%) | 30.6% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.415624716 |
|---|---|
| Coefficient of variation (CV) | 1.11378582 |
| Kurtosis | 0.8960430159 |
| Mean | 3.066680016 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.194284162 |
| Sum | 15315 |
| Variance | 11.6664922 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 1529 | 30.6% | |
| 1 | 779 | 15.6% | |
| 2 | 584 | 11.7% | |
| 3 | 376 | 7.5% | |
| 5 | 298 | 6.0% | |
| 4 | 283 | 5.7% | |
| 6 | 255 | 5.1% | |
| 7 | 245 | 4.9% | |
| 8 | 178 | 3.6% | |
| 9 | 170 | 3.4% | |
| Other values (10) | 297 | 5.9% |
| Value | Count | Frequency (%) | |
| 0 | 1529 | 30.6% | |
| 1 | 779 | 15.6% | |
| 2 | 584 | 11.7% | |
| 3 | 376 | 7.5% | |
| 4 | 283 | 5.7% |
| Value | Count | Frequency (%) | |
| 21 | 1 | < 0.1% | |
| 19 | 3 | 0.1% | |
| 18 | 1 | < 0.1% | |
| 16 | 9 | 0.2% | |
| 15 | 10 | 0.2% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5003004206 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 3408 |
| Zeros (%) | 68.2% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8604850988 |
|---|---|
| Coefficient of variation (CV) | 1.719936789 |
| Kurtosis | 3.510210803 |
| Mean | 0.5003004206 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.880620155 |
| Sum | 2498 |
| Variance | 0.7404346052 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3408 | 68.2% | |
| 1 | 922 | 18.4% | |
| 2 | 463 | 9.3% | |
| 3 | 159 | 3.2% | |
| 4 | 34 | 0.7% | |
| 5 | 5 | 0.1% | |
| 6 | 2 | < 0.1% | |
| (Missing) | 7 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 3408 | 68.2% | |
| 1 | 922 | 18.4% | |
| 2 | 463 | 9.3% | |
| 3 | 159 | 3.2% | |
| 4 | 34 | 0.7% |
| Value | Count | Frequency (%) | |
| 6 | 2 | < 0.1% | |
| 5 | 5 | 0.1% | |
| 4 | 34 | 0.7% | |
| 3 | 159 | 3.2% | |
| 2 | 463 | 9.3% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 8 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3928285256 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros | 3755 |
| Zeros (%) | 75.1% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.796539206 |
|---|---|
| Coefficient of variation (CV) | 2.027702048 |
| Kurtosis | 5.867107893 |
| Mean | 0.3928285256 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.328315171 |
| Sum | 1961 |
| Variance | 0.6344747067 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3755 | 75.1% | |
| 1 | 719 | 14.4% | |
| 2 | 360 | 7.2% | |
| 3 | 117 | 2.3% | |
| 4 | 36 | 0.7% | |
| 5 | 4 | 0.1% | |
| 7 | 1 | < 0.1% | |
| (Missing) | 8 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 3755 | 75.1% | |
| 1 | 719 | 14.4% | |
| 2 | 360 | 7.2% | |
| 3 | 117 | 2.3% | |
| 4 | 36 | 0.7% |
| Value | Count | Frequency (%) | |
| 7 | 1 | < 0.1% | |
| 5 | 4 | 0.1% | |
| 4 | 36 | 0.7% | |
| 3 | 117 | 2.3% | |
| 2 | 360 | 7.2% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 34 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1111558598 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 4664 |
| Zeros (%) | 93.3% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4958319659 |
|---|---|
| Coefficient of variation (CV) | 4.460691201 |
| Kurtosis | 29.58998563 |
| Mean | 0.1111558598 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.226759949 |
| Sum | 552 |
| Variance | 0.2458493384 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 4664 | 93.3% | |
| 1 | 144 | 2.9% | |
| 2 | 88 | 1.8% | |
| 3 | 49 | 1.0% | |
| 4 | 20 | 0.4% | |
| 5 | 1 | < 0.1% | |
| (Missing) | 34 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 4664 | 93.3% | |
| 1 | 144 | 2.9% | |
| 2 | 88 | 1.8% | |
| 3 | 49 | 1.0% | |
| 4 | 20 | 0.4% |
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 4 | 20 | 0.4% | |
| 3 | 49 | 1.0% | |
| 2 | 88 | 1.8% | |
| 1 | 144 | 2.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13 |
| Missing (%) | 0.3% |
| Memory size | 39.1 KiB |
| 1 | |
|---|---|
| 0 | |
| (Missing) | 13 |
| Value | Count | Frequency (%) | |
| 1 | 3140 | 62.8% | |
| 0 | 1847 | 36.9% | |
| (Missing) | 13 | 0.3% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1306 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 497 |
| Zeros (%) | 9.9% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.307472958 |
|---|---|
| Coefficient of variation (CV) | 0.6136642065 |
| Kurtosis | 0.3283876837 |
| Mean | 2.1306 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.5017223598 |
| Sum | 10653 |
| Variance | 1.709485537 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 1607 | 32.1% | |
| 1 | 1119 | 22.4% | |
| 3 | 1082 | 21.6% | |
| 0 | 497 | 9.9% | |
| 4 | 481 | 9.6% | |
| 5 | 149 | 3.0% | |
| 6 | 51 | 1.0% | |
| 7 | 13 | 0.3% | |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 497 | 9.9% | |
| 1 | 1119 | 22.4% | |
| 2 | 1607 | 32.1% | |
| 3 | 1082 | 21.6% | |
| 4 | 481 | 9.6% |
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 7 | 13 | 0.3% | |
| 6 | 51 | 1.0% | |
| 5 | 149 | 3.0% | |
| 4 | 481 | 9.6% |
CarOwnership
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| Own | |
|---|---|
| Lease | |
| -1 |
| Value | Count | Frequency (%) | |
| Own | 3704 | 74.1% | |
| Lease | 799 | 16.0% | |
| -1 | 497 | 9.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.2202 |
| Min length | 2 |
CarBrand
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| Domestic | |
|---|---|
| Foreign | |
| -1 |
| Value | Count | Frequency (%) | |
| Domestic | 2287 | 45.7% | |
| Foreign | 2216 | 44.3% | |
| -1 | 497 | 9.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.9604 |
| Min length | 2 |
CarValue
Real number (ℝ≥0)
| Distinct | 801 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23431.38 |
|---|---|
| Minimum | 1000 |
| Maximum | 99600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 9200 |
| median | 17000 |
| Q3 | 31100 |
| 95-th percentile | 72000 |
| Maximum | 99600 |
| Range | 98600 |
| Interquartile range (IQR) | 21900 |
Descriptive statistics
| Standard deviation | 21011.99053 |
|---|---|
| Coefficient of variation (CV) | 0.8967457542 |
| Kurtosis | 2.052400932 |
| Mean | 23431.38 |
| Median Absolute Deviation (MAD) | 9600 |
| Skewness | 1.527083062 |
| Sum | 117156900 |
| Variance | 441503746 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1000 | 497 | 9.9% | |
| 9800 | 25 | 0.5% | |
| 13500 | 24 | 0.5% | |
| 6300 | 24 | 0.5% | |
| 13000 | 23 | 0.5% | |
| 10200 | 23 | 0.5% | |
| 9200 | 22 | 0.4% | |
| 15800 | 22 | 0.4% | |
| 9100 | 22 | 0.4% | |
| 11400 | 22 | 0.4% | |
| Other values (791) | 4296 | 85.9% |
| Value | Count | Frequency (%) | |
| 1000 | 497 | 9.9% | |
| 2200 | 1 | < 0.1% | |
| 2300 | 1 | < 0.1% | |
| 2400 | 1 | < 0.1% | |
| 2500 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99600 | 1 | < 0.1% | |
| 99200 | 1 | < 0.1% | |
| 98800 | 1 | < 0.1% | |
| 98500 | 4 | 0.1% | |
| 98200 | 1 | < 0.1% |
CommuteTime
Categorical
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| 24 | |
|---|---|
| 23 | |
| 27 | 331 |
| 25 | 330 |
| 22 | 325 |
| Other values (37) |
| Value | Count | Frequency (%) | |
| 24 | 336 | 6.7% | |
| 23 | 335 | 6.7% | |
| 27 | 331 | 6.6% | |
| 25 | 330 | 6.6% | |
| 22 | 325 | 6.5% | |
| 26 | 311 | 6.2% | |
| 21 | 307 | 6.1% | |
| 28 | 293 | 5.9% | |
| 29 | 260 | 5.2% | |
| 30 | 226 | 4.5% | |
| Other values (32) | 1946 | 38.9% |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0002 |
| Min length | 1 |
PoliticalPartyMem
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 3093 | 61.9% | |
| Yes | 1907 | 38.1% |
Votes
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 2590 | 51.8% | |
| No | 2410 | 48.2% |
CreditCard
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| Disc | |
|---|---|
| Visa | |
| Mast | |
| AMEX | |
| Othe |
| Value | Count | Frequency (%) | |
| Disc | 1344 | 26.9% | |
| Visa | 1247 | 24.9% | |
| Mast | 1200 | 24.0% | |
| AMEX | 986 | 19.7% | |
| Othe | 223 | 4.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
| Distinct | 41 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.6558 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 91 |
| Zeros (%) | 1.8% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 14 |
| Q3 | 26 |
| 95-th percentile | 38 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 12.02095783 |
|---|---|
| Coefficient of variation (CV) | 0.7217280362 |
| Kurtosis | -1.056112126 |
| Mean | 16.6558 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.4293605803 |
| Sum | 83279 |
| Variance | 144.503427 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3 | 246 | 4.9% | |
| 1 | 228 | 4.6% | |
| 2 | 220 | 4.4% | |
| 4 | 193 | 3.9% | |
| 5 | 188 | 3.8% | |
| 6 | 176 | 3.5% | |
| 7 | 163 | 3.3% | |
| 11 | 158 | 3.2% | |
| 8 | 158 | 3.2% | |
| 9 | 153 | 3.1% | |
| Other values (31) | 3117 | 62.3% |
| Value | Count | Frequency (%) | |
| 0 | 91 | 1.8% | |
| 1 | 228 | 4.6% | |
| 2 | 220 | 4.4% | |
| 3 | 246 | 4.9% | |
| 4 | 193 | 3.9% |
| Value | Count | Frequency (%) | |
| 40 | 126 | 2.5% | |
| 39 | 113 | 2.3% | |
| 38 | 98 | 2.0% | |
| 37 | 83 | 1.7% | |
| 36 | 72 | 1.4% |
CardItemsMonthly
Real number (ℝ≥0)
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.1774 |
|---|---|
| Minimum | 0 |
| Maximum | 23 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 10 |
| Q3 | 12 |
| 95-th percentile | 16 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.391139809 |
|---|---|
| Coefficient of variation (CV) | 0.3332029604 |
| Kurtosis | 0.1581612106 |
| Mean | 10.1774 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.1985940773 |
| Sum | 50887 |
| Variance | 11.49982921 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 11 | 601 | 12.0% | |
| 10 | 591 | 11.8% | |
| 9 | 586 | 11.7% | |
| 8 | 497 | 9.9% | |
| 12 | 497 | 9.9% | |
| 7 | 411 | 8.2% | |
| 13 | 354 | 7.1% | |
| 6 | 295 | 5.9% | |
| 14 | 280 | 5.6% | |
| 15 | 195 | 3.9% | |
| Other values (14) | 693 | 13.9% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.1% | |
| 1 | 20 | 0.4% | |
| 2 | 24 | 0.5% | |
| 3 | 39 | 0.8% | |
| 4 | 100 | 2.0% |
| Value | Count | Frequency (%) | |
| 23 | 2 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 21 | 8 | 0.2% | |
| 20 | 16 | 0.3% | |
| 19 | 28 | 0.6% |
CardSpendMonth
Real number (ℝ≥0)
| Distinct | 4760 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3372.0252 |
|---|---|
| Minimum | 0 |
| Maximum | 39264.1 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 913.045 |
| Q1 | 1833.775 |
| median | 2763.6 |
| Q3 | 4185.375 |
| 95-th percentile | 7823.155 |
| Maximum | 39264.1 |
| Range | 39264.1 |
| Interquartile range (IQR) | 2351.6 |
Descriptive statistics
| Standard deviation | 2451.450683 |
|---|---|
| Coefficient of variation (CV) | 0.7269965488 |
| Kurtosis | 21.43959666 |
| Mean | 3372.0252 |
| Median Absolute Deviation (MAD) | 1094.5 |
| Skewness | 3.051236651 |
| Sum | 16860126 |
| Variance | 6009610.451 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.1% | |
| 1869.1 | 4 | 0.1% | |
| 3211.9 | 3 | 0.1% | |
| 2458.4 | 3 | 0.1% | |
| 2490 | 3 | 0.1% | |
| 2311.4 | 3 | 0.1% | |
| 2023.1 | 3 | 0.1% | |
| 1225.4 | 3 | 0.1% | |
| 4129.9 | 3 | 0.1% | |
| 2371.6 | 3 | 0.1% | |
| Other values (4750) | 4965 | 99.3% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.1% | |
| 69.7 | 1 | < 0.1% | |
| 73.4 | 1 | < 0.1% | |
| 75.3 | 1 | < 0.1% | |
| 81.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 39264.1 | 1 | < 0.1% | |
| 31046.3 | 1 | < 0.1% | |
| 29693.9 | 1 | < 0.1% | |
| 25032.5 | 1 | < 0.1% | |
| 24610.3 | 1 | < 0.1% |
ActiveLifestyle
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2670 | 53.4% | |
| Yes | 2330 | 46.6% |
| Distinct | 73 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.2048 |
|---|---|
| Minimum | 0 |
| Maximum | 72 |
| Zeros | 3 |
| Zeros (%) | 0.1% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 18 |
| median | 38 |
| Q3 | 59 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 22.66188803 |
|---|---|
| Coefficient of variation (CV) | 0.5931686079 |
| Kurtosis | -1.330461631 |
| Mean | 38.2048 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | -0.03634538348 |
| Sum | 191024 |
| Variance | 513.5611692 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 72 | 251 | 5.0% | |
| 71 | 147 | 2.9% | |
| 70 | 98 | 2.0% | |
| 5 | 94 | 1.9% | |
| 69 | 94 | 1.9% | |
| 9 | 88 | 1.8% | |
| 7 | 87 | 1.7% | |
| 2 | 81 | 1.6% | |
| 64 | 79 | 1.6% | |
| 68 | 79 | 1.6% | |
| Other values (63) | 3902 | 78.0% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 0.1% | |
| 1 | 72 | 1.4% | |
| 2 | 81 | 1.6% | |
| 3 | 75 | 1.5% | |
| 4 | 71 | 1.4% |
| Value | Count | Frequency (%) | |
| 72 | 251 | 5.0% | |
| 71 | 147 | 2.9% | |
| 70 | 98 | 2.0% | |
| 69 | 94 | 1.9% | |
| 68 | 79 | 1.6% |
| Distinct | 866 |
|---|---|
| Distinct (%) | 17.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| $12.60 | 31 |
|---|---|
| $15.00 | 29 |
| $23.70 | 28 |
| $16.95 | 25 |
| $22.50 | 25 |
| Other values (861) |
| Value | Count | Frequency (%) | |
| $12.60 | 31 | 0.6% | |
| $15.00 | 29 | 0.6% | |
| $23.70 | 28 | 0.6% | |
| $16.95 | 25 | 0.5% | |
| $22.50 | 25 | 0.5% | |
| $11.85 | 24 | 0.5% | |
| $15.45 | 24 | 0.5% | |
| $14.85 | 24 | 0.5% | |
| $14.25 | 24 | 0.5% | |
| $12.90 | 23 | 0.5% | |
| Other values (856) | 4743 | 94.9% |
Unique
| Unique | 291 ? |
|---|---|
| Unique (%) | 5.8% |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.9908 |
| Min length | 7 |
| Distinct | 4438 |
|---|---|
| Distinct (%) | 88.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| $2.05 | 8 |
|---|---|
| $2.60 | 6 |
| $14.30 | 5 |
| $16.45 | 5 |
| $42.05 | 4 |
| Other values (4433) |
| Value | Count | Frequency (%) | |
| $2.05 | 8 | 0.2% | |
| $2.60 | 6 | 0.1% | |
| $14.30 | 5 | 0.1% | |
| $16.45 | 5 | 0.1% | |
| $42.05 | 4 | 0.1% | |
| $1.40 | 4 | 0.1% | |
| $6.20 | 4 | 0.1% | |
| $1.85 | 4 | 0.1% | |
| $70.40 | 4 | 0.1% | |
| $289.75 | 4 | 0.1% | |
| Other values (4428) | 4952 | 99.0% |
Unique
| Unique | 3969 ? |
|---|---|
| Unique (%) | 79.4% |
Length
| Max length | 12 |
|---|---|
| Median length | 9 |
| Mean length | 9.1692 |
| Min length | 7 |
EquipmentRental
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 3296 | 65.9% | |
| Yes | 1704 | 34.1% |
| Distinct | 735 |
|---|---|
| Distinct (%) | 14.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| $- | |
|---|---|
| $31.35 | 8 |
| $38.80 | 8 |
| $36.50 | 8 |
| $32.30 | 8 |
| Other values (730) |
| Value | Count | Frequency (%) | |
| $- | 3296 | 65.9% | |
| $31.35 | 8 | 0.2% | |
| $38.80 | 8 | 0.2% | |
| $36.50 | 8 | 0.2% | |
| $32.30 | 8 | 0.2% | |
| $31.15 | 8 | 0.2% | |
| $32.65 | 7 | 0.1% | |
| $26.60 | 7 | 0.1% | |
| $31.50 | 7 | 0.1% | |
| $43.25 | 7 | 0.1% | |
| Other values (725) | 1636 | 32.7% |
Unique
| Unique | 295 ? |
|---|---|
| Unique (%) | 5.9% |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 6.6818 |
| Min length | 6 |
| Distinct | 1683 |
|---|---|
| Distinct (%) | 33.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 470.1764 |
|---|---|
| Minimum | 0 |
| Maximum | 6525.3 |
| Zeros | 3296 |
| Zeros (%) | 65.9% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 510.1625 |
| 95-th percentile | 2600.99 |
| Maximum | 6525.3 |
| Range | 6525.3 |
| Interquartile range (IQR) | 510.1625 |
Descriptive statistics
| Standard deviation | 912.2206241 |
|---|---|
| Coefficient of variation (CV) | 1.940166763 |
| Kurtosis | 4.786260303 |
| Mean | 470.1764 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.21494878 |
| Sum | 2350882 |
| Variance | 832146.4671 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3296 | 65.9% | |
| 446.45 | 2 | < 0.1% | |
| 47.85 | 2 | < 0.1% | |
| 1918.8 | 2 | < 0.1% | |
| 824.3 | 2 | < 0.1% | |
| 101.05 | 2 | < 0.1% | |
| 699.7 | 2 | < 0.1% | |
| 163.4 | 2 | < 0.1% | |
| 2357.9 | 2 | < 0.1% | |
| 1259.35 | 2 | < 0.1% | |
| Other values (1673) | 1686 | 33.7% |
| Value | Count | Frequency (%) | |
| 0 | 3296 | 65.9% | |
| 12.05 | 1 | < 0.1% | |
| 14.65 | 1 | < 0.1% | |
| 14.85 | 1 | < 0.1% | |
| 16.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6525.3 | 1 | < 0.1% | |
| 6158.95 | 1 | < 0.1% | |
| 6014.7 | 1 | < 0.1% | |
| 5996.85 | 1 | < 0.1% | |
| 5174.45 | 1 | < 0.1% |
CallingCard
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 3581 | 71.6% | |
| No | 1419 | 28.4% |
WirelessData
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 3656 | 73.1% | |
| Yes | 1344 | 26.9% |
| Distinct | 746 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| $- | |
|---|---|
| $34.30 | 9 |
| $32.20 | 7 |
| $22.95 | 7 |
| $27.95 | 7 |
| Other values (741) |
| Value | Count | Frequency (%) | |
| $- | 3656 | 73.1% | |
| $34.30 | 9 | 0.2% | |
| $32.20 | 7 | 0.1% | |
| $22.95 | 7 | 0.1% | |
| $27.95 | 7 | 0.1% | |
| $22.50 | 6 | 0.1% | |
| $39.30 | 6 | 0.1% | |
| $40.70 | 5 | 0.1% | |
| $27.75 | 5 | 0.1% | |
| $38.90 | 5 | 0.1% | |
| Other values (736) | 1287 | 25.7% |
Unique
| Unique | 394 ? |
|---|---|
| Unique (%) | 7.9% |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 6.54 |
| Min length | 6 |
| Distinct | 1328 |
|---|---|
| Distinct (%) | 26.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| $- | |
|---|---|
| $958.45 | 2 |
| $2,279.80 | 2 |
| $14.90 | 2 |
| $2,323.80 | 2 |
| Other values (1323) |
| Value | Count | Frequency (%) | |
| $- | 3656 | 73.1% | |
| $958.45 | 2 | < 0.1% | |
| $2,279.80 | 2 | < 0.1% | |
| $14.90 | 2 | < 0.1% | |
| $2,323.80 | 2 | < 0.1% | |
| $2,049.85 | 2 | < 0.1% | |
| $23.15 | 2 | < 0.1% | |
| $2,182.05 | 2 | < 0.1% | |
| $1,229.50 | 2 | < 0.1% | |
| $1,199.20 | 2 | < 0.1% | |
| Other values (1318) | 1326 | 26.5% |
Unique
| Unique | 1310 ? |
|---|---|
| Unique (%) | 26.2% |
Length
| Max length | 12 |
|---|---|
| Median length | 6 |
| Mean length | 7.0918 |
| Min length | 6 |
Multiline
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2558 | 51.2% | |
| Yes | 2442 | 48.8% |
VM
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 3485 | 69.7% | |
| Yes | 1515 | 30.3% |
Pager
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 3782 | 75.6% | |
| Yes | 1218 | 24.4% |
CallerID
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2624 | 52.5% | |
| Yes | 2376 | 47.5% |
CallWait
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2605 | 52.1% | |
| Yes | 2395 | 47.9% |
CallForward
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2597 | 51.9% | |
| Yes | 2403 | 48.1% |
ThreeWayCalling
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2610 | 52.2% | |
| Yes | 2390 | 47.8% |
EBilling
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 3257 | 65.1% | |
| Yes | 1743 | 34.9% |
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.645 |
|---|---|
| Minimum | 0 |
| Maximum | 36 |
| Zeros | 85 |
| Zeros (%) | 1.7% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 17 |
| median | 20 |
| Q3 | 23 |
| 95-th percentile | 28 |
| Maximum | 36 |
| Range | 36 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.165608551 |
|---|---|
| Coefficient of variation (CV) | 0.2629477501 |
| Kurtosis | 2.348421771 |
| Mean | 19.645 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.6447121586 |
| Sum | 98225 |
| Variance | 26.6835117 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 20 | 451 | 9.0% | |
| 19 | 445 | 8.9% | |
| 21 | 440 | 8.8% | |
| 18 | 413 | 8.3% | |
| 22 | 371 | 7.4% | |
| 17 | 350 | 7.0% | |
| 16 | 309 | 6.2% | |
| 23 | 301 | 6.0% | |
| 15 | 263 | 5.3% | |
| 24 | 248 | 5.0% | |
| Other values (22) | 1409 | 28.2% |
| Value | Count | Frequency (%) | |
| 0 | 85 | 1.7% | |
| 6 | 1 | < 0.1% | |
| 7 | 3 | 0.1% | |
| 8 | 9 | 0.2% | |
| 9 | 13 | 0.3% |
| Value | Count | Frequency (%) | |
| 36 | 3 | 0.1% | |
| 35 | 6 | 0.1% | |
| 34 | 9 | 0.2% | |
| 33 | 8 | 0.2% | |
| 32 | 10 | 0.2% |
OwnsPC
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 3164 | 63.3% | |
| No | 1836 | 36.7% |
OwnsMobileDevice
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2604 | 52.1% | |
| Yes | 2396 | 47.9% |
OwnsGameSystem
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2626 | 52.5% | |
| Yes | 2374 | 47.5% |
OwnsFax
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 4106 | 82.1% | |
| Yes | 894 | 17.9% |
NewsSubscriber
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2637 | 52.7% | |
| Yes | 2363 | 47.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | 0.7% |
| Memory size | 39.1 KiB |
| 2 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 2494 | 49.9% | |
| 1 | 2473 | 49.5% | |
| (Missing) | 33 | 0.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| 2 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 3829 | 76.6% | |
| 1 | 1171 | 23.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
DebtToIncomeRatio_Recoded
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 4 |
| Value | Count | Frequency (%) | |
| 2 | 1662 | 33.2% | |
| 1 | 1215 | 24.3% | |
| 3 | 1176 | 23.5% | |
| 4 | 947 | 18.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Age_Recoded
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.1 KiB |
| 2 | |
|---|---|
| 1 | |
| 4 | |
| 3 |
| Value | Count | Frequency (%) | |
| 2 | 1322 | 26.4% | |
| 1 | 1253 | 25.1% | |
| 4 | 1238 | 24.8% | |
| 3 | 1187 | 23.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
PhoneCoTenure_Coded
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.1 KiB |
| 1 | |
|---|---|
| 4 | |
| 3 | |
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 1304 | 26.1% | |
| 4 | 1244 | 24.9% | |
| 3 | 1239 | 24.8% | |
| 2 | 1213 | 24.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
OwnsMobileDevice_Coded
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.1 KiB |
| 1 | |
|---|---|
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 2604 | 52.1% | |
| 2 | 2396 | 47.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 13 |
| Missing (%) | 0.3% |
| Memory size | 39.1 KiB |
| 2 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 3140 | 62.8% | |
| 1 | 1847 | 36.9% | |
| (Missing) | 13 | 0.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
VoiceLastMonth_Coded
Real number (ℝ≥0)
| Distinct | 866 |
|---|---|
| Distinct (%) | 17.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.41435 |
|---|---|
| Minimum | 2.7 |
| Maximum | 539.55 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 39.1 KiB |
Quantile statistics
| Minimum | 2.7 |
|---|---|
| 5-th percentile | 8.7 |
| Q1 | 17.1 |
| median | 28.65 |
| Q3 | 49.65 |
| 95-th percentile | 110.2725 |
| Maximum | 539.55 |
| Range | 536.85 |
| Interquartile range (IQR) | 32.55 |
Descriptive statistics
| Standard deviation | 38.32014348 |
|---|---|
| Coefficient of variation (CV) | 0.9481816107 |
| Kurtosis | 18.50338971 |
| Mean | 40.41435 |
| Median Absolute Deviation (MAD) | 13.875 |
| Skewness | 3.271922723 |
| Sum | 202071.75 |
| Variance | 1468.433396 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 12.6 | 31 | 0.6% | |
| 15 | 29 | 0.6% | |
| 23.7 | 28 | 0.6% | |
| 22.5 | 25 | 0.5% | |
| 16.95 | 25 | 0.5% | |
| 14.25 | 24 | 0.5% | |
| 11.85 | 24 | 0.5% | |
| 14.85 | 24 | 0.5% | |
| 15.45 | 24 | 0.5% | |
| 13.8 | 23 | 0.5% | |
| Other values (856) | 4743 | 94.9% |
| Value | Count | Frequency (%) | |
| 2.7 | 2 | < 0.1% | |
| 2.85 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 3.15 | 1 | < 0.1% | |
| 3.3 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 539.55 | 1 | < 0.1% | |
| 420.6 | 1 | < 0.1% | |
| 390 | 1 | < 0.1% | |
| 343.65 | 1 | < 0.1% | |
| 341.25 | 1 | < 0.1% |
CardSpendMonth_cat
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.1 KiB |
| 1 | |
|---|---|
| 2 | 230 |
| 3 | 12 |
| 4 | 4 |
| 5 | 1 |
| Value | Count | Frequency (%) | |
| 1 | 4753 | 95.1% | |
| 2 | 230 | 4.6% | |
| 3 | 12 | 0.2% | |
| 4 | 4 | 0.1% | |
| 5 | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
EquipmentOverTenure_cat
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.1 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 215 |
| 4 | 30 |
| 5 | 4 |
| Value | Count | Frequency (%) | |
| 1 | 4226 | 84.5% | |
| 2 | 525 | 10.5% | |
| 3 | 215 | 4.3% | |
| 4 | 30 | 0.6% | |
| 5 | 4 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
CarValue_cat
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.1 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | 194 |
| 5 | 189 |
| Value | Count | Frequency (%) | |
| 1 | 2969 | 59.4% | |
| 2 | 1215 | 24.3% | |
| 3 | 433 | 8.7% | |
| 4 | 194 | 3.9% | |
| 5 | 189 | 3.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| CustomerID | Region | TownSize | Gender | Age | EducationYears | JobCategory | UnionMember | EmploymentLength | Retired | HHIncome | DebtToIncomeRatio | CreditDebt | OtherDebt | LoanDefault | MaritalStatus | HouseholdSize | NumberPets | NumberCats | NumberDogs | NumberBirds | HomeOwner | CarsOwned | CarOwnership | CarBrand | CarValue | CommuteTime | PoliticalPartyMem | Votes | CreditCard | CardTenure | CardItemsMonthly | CardSpendMonth | ActiveLifestyle | PhoneCoTenure | VoiceLastMonth | VoiceOverTenure | EquipmentRental | EquipmentLastMonth | EquipmentOverTenure | CallingCard | WirelessData | DataLastMonth | DataOverTenure | Multiline | VM | Pager | Internet | CallerID | CallWait | CallForward | ThreeWayCalling | EBilling | TVWatchingHours | OwnsPC | OwnsMobileDevice | OwnsGameSystem | OwnsFax | NewsSubscriber | Gender_num | LoanDefault_num | DebtToIncomeRatio_Recoded | Age_Recoded | PhoneCoTenure_Coded | OwnsMobileDevice_Coded | HomeOwner2 | VoiceLastMonth_Coded | CardSpendMonth_cat | EquipmentOverTenure_cat | CarValue_cat | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3964-QJWTRG-NPN | 1 | 2 | Female | 20 | 15 | Professional | Yes | 0 | No | 31000.0 | 11.1 | 1.200909 | 2.240091 | 1 | 2 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2 | Own | Domestic | 14300.0 | 22 | Yes | Yes | Mast | 2 | 5 | 816.6 | No | 5 | $19.50 | $34.40 | Yes | $29.50 | 126.10 | Yes | No | $- | $- | Yes | Yes | Yes | 0 | No | Yes | Yes | Yes | No | 13 | No | Yes | Yes | No | No | 2.0 | 1 | 3 | 1 | 1 | 2 | 1.0 | 19.50 | 1 | 1 | 1 |
| 1 | 0648-AIPJSP-UVM | 5 | 5 | Male | 22 | 17 | Sales | No | 0 | No | 15000.0 | 18.6 | 1.222020 | 1.567980 | 1 | 2 | 2.0 | 6.0 | 0.0 | 0.0 | 0.0 | 1.0 | 2 | Own | Foreign | 6800.0 | 29 | Yes | No | Visa | 4 | 5 | 426.0 | Yes | 39 | $26.70 | $330.60 | Yes | $54.85 | 1975.00 | Yes | Yes | $45.65 | $1,683.55 | Yes | Yes | Yes | 4 | Yes | No | Yes | No | Yes | 18 | Yes | Yes | Yes | Yes | Yes | 1.0 | 1 | 4 | 1 | 3 | 2 | 2.0 | 26.70 | 1 | 2 | 1 |
| 2 | 5195-TLUDJE-HVO | 3 | 4 | Female | 67 | 14 | Sales | No | 16 | No | 35000.0 | 9.9 | 0.928620 | 2.536380 | 2 | 1 | 3.0 | 3.0 | 2.0 | 1.0 | 0.0 | 1.0 | 3 | Own | Foreign | 18800.0 | 24 | Yes | No | Visa | 35 | 9 | 1842.2 | No | 65 | $85.20 | $1,858.35 | No | $- | 0.00 | Yes | No | $- | $- | Yes | No | No | 0 | No | No | No | No | No | 21 | No | No | No | No | Yes | 2.0 | 2 | 2 | 4 | 4 | 1 | 2.0 | 85.20 | 1 | 1 | 1 |
| 3 | 4459-VLPQUH-3OL | 4 | 3 | Male | 23 | 16 | Sales | No | 0 | No | 20000.0 | 5.7 | 0.022800 | 1.117200 | 1 | 1 | 5.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3 | Own | Foreign | 8700.0 | 38 | No | No | Visa | 5 | 17 | 3409.9 | Yes | 36 | $18.00 | $199.45 | No | $- | 0.00 | Yes | No | $- | $- | Yes | No | No | 2 | No | No | No | No | Yes | 26 | Yes | Yes | Yes | No | Yes | 1.0 | 1 | 2 | 1 | 2 | 2 | 2.0 | 18.00 | 1 | 1 | 1 |
| 4 | 8158-SMTQFB-CNO | 2 | 2 | Male | 26 | 16 | Sales | No | 1 | No | 23000.0 | 1.7 | 0.214659 | 0.176341 | 2 | 1 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | Lease | Foreign | 10600.0 | 32 | No | No | Disc | 8 | 8 | 2551.0 | Yes | 21 | $9.15 | $74.10 | No | $- | 0.00 | Yes | Yes | $19.05 | $410.80 | No | Yes | No | 3 | Yes | Yes | Yes | Yes | No | 27 | Yes | No | Yes | No | No | 1.0 | 2 | 1 | 1 | 2 | 1 | 1.0 | 9.15 | 1 | 1 | 1 |
| 5 | 9662-FUSYIM-1IV | 4 | 4 | Male | 64 | 17 | Service | No | 22 | No | 107000.0 | 5.6 | 1.060584 | 4.931416 | 2 | 2 | 1.0 | 11.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0 | -1 | -1 | 1000.0 | 23 | No | No | Visa | 18 | 11 | 2282.7 | No | 28 | $24.30 | $264.90 | Yes | $35.50 | 970.95 | Yes | No | $- | $- | No | No | Yes | 0 | Yes | Yes | Yes | Yes | No | 21 | No | No | No | No | No | 1.0 | 2 | 2 | 4 | 2 | 1 | 2.0 | 24.30 | 1 | 1 | 1 |
| 6 | 7432-QKQFJJ-K72 | 2 | 5 | Female | 52 | 14 | Professional | No | 10 | No | 77000.0 | 1.9 | 0.501809 | 0.961191 | 2 | 2 | 1.0 | 2.0 | 0.0 | 2.0 | 0.0 | 0.0 | 2 | Own | Domestic | 25600.0 | 32 | No | No | Othe | 3 | 20 | 8223.2 | No | 15 | $11.40 | $44.80 | No | $- | 0.00 | No | No | $- | $- | No | No | No | 1 | No | No | Yes | No | No | 19 | Yes | Yes | No | No | No | 2.0 | 2 | 1 | 3 | 1 | 2 | 1.0 | 11.40 | 2 | 1 | 2 |
| 7 | 8959-RZWRHU-ST8 | 3 | 4 | Female | 44 | 16 | Professional | No | 11 | No | 97000.0 | 14.4 | 5.950368 | 8.017632 | 2 | 1 | 2.0 | 10.0 | 0.0 | 2.0 | 0.0 | 1.0 | 1 | Own | Domestic | 55500.0 | 31 | No | Yes | AMEX | 25 | 6 | 5927.0 | No | 46 | $44.55 | $612.70 | No | $- | 0.00 | Yes | No | $- | $- | Yes | No | No | 0 | Yes | Yes | Yes | Yes | No | 13 | No | No | No | No | Yes | 2.0 | 2 | 3 | 2 | 3 | 1 | 2.0 | 44.55 | 1 | 1 | 3 |
| 8 | 9124-DZALHM-S6I | 2 | 3 | Female | 66 | 12 | Professional | No | 15 | Yes | 16000.0 | 2.6 | 0.102336 | 0.313664 | 2 | 2 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1 | Own | Foreign | 8600.0 | 25 | Yes | Yes | Mast | 26 | 12 | 3265.9 | Yes | 53 | $63.15 | $1,074.35 | No | $- | 0.00 | Yes | No | $- | $- | Yes | No | No | 0 | No | No | No | No | No | 25 | No | No | No | No | No | 2.0 | 2 | 1 | 4 | 3 | 1 | 2.0 | 63.15 | 1 | 1 | 1 |
| 9 | 3512-MUWBGY-52X | 2 | 2 | Male | 47 | 11 | Labor | No | 19 | No | 84000.0 | 4.1 | 1.770216 | 1.673784 | 2 | 2 | 2.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 4 | Own | Domestic | 41000.0 | 29 | Yes | Yes | Othe | 2 | 11 | 1996.4 | Yes | 3 | $10.95 | $20.05 | No | $- | 0.00 | No | No | $- | $- | No | No | No | 0 | No | No | No | No | No | 21 | No | No | No | No | No | 1.0 | 2 | 1 | 2 | 1 | 1 | 2.0 | 10.95 | 1 | 1 | 3 |
Last rows
| CustomerID | Region | TownSize | Gender | Age | EducationYears | JobCategory | UnionMember | EmploymentLength | Retired | HHIncome | DebtToIncomeRatio | CreditDebt | OtherDebt | LoanDefault | MaritalStatus | HouseholdSize | NumberPets | NumberCats | NumberDogs | NumberBirds | HomeOwner | CarsOwned | CarOwnership | CarBrand | CarValue | CommuteTime | PoliticalPartyMem | Votes | CreditCard | CardTenure | CardItemsMonthly | CardSpendMonth | ActiveLifestyle | PhoneCoTenure | VoiceLastMonth | VoiceOverTenure | EquipmentRental | EquipmentLastMonth | EquipmentOverTenure | CallingCard | WirelessData | DataLastMonth | DataOverTenure | Multiline | VM | Pager | Internet | CallerID | CallWait | CallForward | ThreeWayCalling | EBilling | TVWatchingHours | OwnsPC | OwnsMobileDevice | OwnsGameSystem | OwnsFax | NewsSubscriber | Gender_num | LoanDefault_num | DebtToIncomeRatio_Recoded | Age_Recoded | PhoneCoTenure_Coded | OwnsMobileDevice_Coded | HomeOwner2 | VoiceLastMonth_Coded | CardSpendMonth_cat | EquipmentOverTenure_cat | CarValue_cat | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | 3192-STGTEL-D14 | 3 | 3 | Female | 26 | 21 | Crafts | Yes | 0 | No | 89000.0 | 9.3 | 2.085804 | 6.191196 | 1 | 2 | 1.0 | 7.0 | 0.0 | 2.0 | 0.0 | 1.0 | 5 | Own | Foreign | 47100.0 | 31 | No | No | AMEX | 3 | 11 | 4407.5 | No | 11 | $13.95 | $40.60 | Yes | $39.15 | 374.80 | Yes | Yes | $35.70 | $355.75 | Yes | Yes | Yes | 1 | Yes | Yes | Yes | Yes | Yes | 22 | Yes | Yes | Yes | Yes | No | 2.0 | 1 | 2 | 1 | 1 | 2 | 2.0 | 13.95 | 1 | 1 | 3 |
| 4991 | 6841-FBQILD-2CH | 2 | 2 | Female | 59 | 18 | Sales | No | 9 | No | 75000.0 | 14.2 | 3.610350 | 7.039650 | 2 | 1 | 2.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1 | Own | Domestic | 32000.0 | 19 | No | Yes | Mast | 12 | 10 | 2856.7 | No | 35 | $19.35 | $197.60 | Yes | $41.20 | 1402.20 | No | Yes | $34.40 | $1,140.55 | Yes | Yes | Yes | 3 | Yes | No | Yes | No | Yes | 25 | Yes | Yes | Yes | Yes | No | 2.0 | 2 | 3 | 3 | 2 | 2 | 2.0 | 19.35 | 1 | 2 | 2 |
| 4992 | 6309-HRNBPZ-565 | 4 | 4 | Female | 55 | 15 | Sales | No | 10 | No | 49000.0 | 0.5 | 0.114905 | 0.130095 | 2 | 2 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0 | -1 | -1 | 1000.0 | 37 | No | No | AMEX | 20 | 9 | 8888.3 | No | 52 | $21.60 | $373.05 | No | $- | 0.00 | Yes | No | $- | $- | No | Yes | Yes | 0 | Yes | Yes | Yes | Yes | No | 15 | Yes | No | Yes | Yes | No | 2.0 | 2 | 1 | 3 | 3 | 1 | 2.0 | 21.60 | 2 | 1 | 1 |
| 4993 | 8563-YGTRBK-25I | 3 | 3 | Male | 56 | 18 | Sales | No | 2 | No | 60000.0 | 2.1 | 0.220500 | 1.039500 | 2 | 1 | 2.0 | 2.0 | 2.0 | 0.0 | 0.0 | 1.0 | 3 | Own | Domestic | 31900.0 | 25 | No | Yes | Disc | 19 | 7 | 2272.5 | Yes | 48 | $42.60 | $736.55 | No | $- | 0.00 | No | No | $- | $- | No | No | No | 0 | Yes | Yes | No | Yes | No | 19 | Yes | No | Yes | Yes | No | 1.0 | 2 | 1 | 3 | 3 | 1 | 2.0 | 42.60 | 1 | 1 | 2 |
| 4994 | 1973-VJDGJA-TQ6 | 3 | 1 | Female | 35 | 15 | Sales | No | 1 | No | 53000.0 | 11.3 | 3.252027 | 2.736973 | 1 | 2 | 2.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1 | Own | Foreign | 31900.0 | 24 | No | Yes | Mast | 3 | 16 | 4308.0 | Yes | 7 | $5.55 | $11.75 | No | $- | 0.00 | No | No | $- | $- | No | No | No | 0 | Yes | No | Yes | No | No | 23 | No | No | Yes | No | No | 2.0 | 1 | 3 | 2 | 1 | 1 | 1.0 | 5.55 | 1 | 1 | 2 |
| 4995 | 3675-GZFGOT-QJN | 2 | 2 | Male | 68 | 10 | Professional | No | 24 | No | 196000.0 | 8.0 | 7.934080 | 7.745920 | 2 | 2 | 1.0 | 4.0 | 4.0 | 0.0 | 0.0 | 1.0 | 1 | Own | Domestic | 64500.0 | 21 | No | Yes | AMEX | 35 | 11 | 8721.1 | No | 69 | $102.30 | $2,405.90 | No | $- | 0.00 | Yes | No | $- | $- | No | No | No | 0 | No | No | No | No | No | 19 | No | No | No | No | Yes | 1.0 | 2 | 2 | 4 | 4 | 1 | 2.0 | 102.30 | 2 | 1 | 4 |
| 4996 | 4699-LEPCCE-3UD | 3 | 3 | Male | 51 | 14 | Professional | No | 6 | No | 83000.0 | 15.0 | 3.336600 | 9.113400 | 1 | 2 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 2 | Own | Foreign | 40000.0 | 26 | No | No | Mast | 15 | 6 | 2108.1 | Yes | 30 | $31.20 | $289.00 | No | $- | 0.00 | Yes | Yes | $27.90 | $757.35 | No | No | No | 0 | Yes | Yes | Yes | Yes | No | 14 | No | No | No | No | No | 1.0 | 1 | 3 | 3 | 2 | 1 | 2.0 | 31.20 | 1 | 1 | 2 |
| 4997 | 8485-LLUICH-CVV | 4 | 5 | Male | 75 | 17 | Professional | No | 24 | No | 108000.0 | 10.8 | 3.557520 | 8.106480 | 2 | 2 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3 | Own | Domestic | 53600.0 | 32 | No | No | AMEX | 40 | 11 | 8840.8 | No | 72 | $88.20 | $2,109.25 | No | $- | 0.00 | Yes | No | $- | $- | Yes | No | No | 0 | Yes | Yes | Yes | Yes | No | 16 | No | No | No | No | Yes | 1.0 | 2 | 3 | 4 | 4 | 1 | 2.0 | 88.20 | 2 | 1 | 3 |
| 4998 | 9325-URAAUT-7FA | 1 | 1 | Male | 47 | 19 | Sales | No | 3 | No | 189000.0 | 10.8 | 5.021352 | 15.390648 | 1 | 1 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 2 | Own | Foreign | 96000.0 | 12 | Yes | No | Mast | 22 | 9 | 3813.5 | No | 37 | $23.85 | $282.70 | Yes | $29.55 | 1032.85 | Yes | No | $- | $- | Yes | No | No | 3 | No | No | No | No | Yes | 24 | Yes | Yes | Yes | No | Yes | 1.0 | 1 | 3 | 2 | 2 | 2 | 2.0 | 23.85 | 1 | 1 | 5 |
| 4999 | 8027-EXDZBF-OGR | 3 | 5 | Female | 41 | 10 | Crafts | No | 20 | No | 77000.0 | 6.2 | 2.267650 | 2.506350 | 2 | 1 | 2.0 | 9.0 | 0.0 | 0.0 | 0.0 | 1.0 | 2 | Own | Domestic | 49300.0 | 32 | Yes | Yes | Mast | 16 | 7 | 2697.2 | Yes | 25 | $24.15 | $197.25 | No | $- | 0.00 | Yes | No | $- | $- | No | No | No | 0 | No | No | No | No | No | 19 | No | No | No | No | No | 2.0 | 2 | 2 | 2 | 2 | 1 | 2.0 | 24.15 | 1 | 1 | 3 |